Hypothesis-centric data preparation in data analytics

摘要

A hypothesis associated with one or more data analytics tasks is obtained. One or more data sets, relevant to the hypothesis, are extracted from one or more data sources, wherein relevance to the hypothesis is determined by one or more selected analytical methods. The one or more extracted data sets are transformed based on one or more characteristics of the hypothesis and one or more privacy constraints associated with one or more data analytics tasks. The above steps are performed to automate at least part of a data analytics lifecycle.